Math Problem Statement
Solve number 9
Solution
Let's go through the problem in number 9 step by step. Here's what it asks:
Given table:
Quantity Sold and Produced | Costs | Revenue | Profit |
---|---|---|---|
600 | $9,350 | $25,000 | $15,650 |
1200 | $18,350 | $45,600 | $27,250 |
1800 | $27,350 | $57,650 | $30,300 |
3000 | $45,360 | $60,000 | $14,640 |
Now, let’s solve the subquestions one by one:
9a) Fill in the table and identify at which level profit is maximized.
We are asked to identify the quantity of items where profit is maximized based on the table.
- Profit = Revenue - Costs
- The profits are already calculated and filled in for each quantity level:
- For 600 units: Profit = $25,000 - $9,350 = $15,650
- For 1200 units: Profit = $45,600 - $18,350 = $27,250
- For 1800 units: Profit = $57,650 - $27,350 = $30,300
- For 3000 units: Profit = $60,000 - $45,360 = $14,640
Profit is maximized at 1800 units sold, where the profit is $30,300, as correctly indicated.
9b) What is the average rate of change in Profit between 1200 and 1800 units sold?
The formula for the average rate of change is: Here: So, the average rate of change in profit is: This means the profit increases by $5.08 for each additional unit sold between 1200 and 1800 units.
9c) Find a quadratic regression equation to model profit and the associated marginal profit function.
You are asked to model the profit as a quadratic function based on the given data points. The profit values at can be used to estimate this quadratic function of the form: Where:
From your work and based on the hint about Desmos, you already found the regression equation: This quadratic function models how the profit changes with the number of units sold.
The marginal profit function is the derivative of . If , then: Substituting the values for and from the regression equation, you would get the marginal profit function.
9d) Profit is maximized when .
It seems you calculated that the maximum profit occurs at . Without further clarification, this likely refers to a specific point on a scaled graph that was obtained through further graphing or algebraic work.
Would you like further clarification on this part, or should I help derive the derivative for marginal profit directly?
Let me know if you would like any additional details or clarifications. Here are 5 related questions to consider next:
- How is the quadratic regression formula derived step-by-step for a dataset like this?
- What does the marginal profit tell us about how profit changes with each additional unit sold?
- Can you explain how second-order derivatives can help in determining whether profit is maximized?
- How can profit models like this be used in real business decision-making processes?
- What other forms of regression (e.g., linear) could we use to model different types of business data?
Tip: Understanding the relationship between cost, revenue, and profit can help businesses maximize profitability by finding the optimal balance between production and pricing strategies.
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Math Problem Analysis
Mathematical Concepts
Quadratic regression
Average rate of change
Maximizing profit
Formulas
Profit = Revenue - Costs
Average rate of change = (Change in profit) / (Change in quantity)
Quadratic regression equation: P(x) = ax^2 + bx + c
Marginal profit: derivative of the quadratic equation
Theorems
Maximization of profit using the vertex of a quadratic function
Suitable Grade Level
Grades 11-12, College
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